Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	5811
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	266.8 KiB
Average record size in memory	47.0 B

Variable types

Numeric	13
Categorical	1

Alerts

`AQI` is highly overall correlated with `HealthImpactScore`	High correlation
`HealthImpactClass` is highly overall correlated with `HealthImpactScore`	High correlation
`HealthImpactScore` is highly overall correlated with `AQI` and 1 other fields	High correlation
`HealthImpactClass` is highly imbalanced (60.1%)	Imbalance
`PM10` has unique values	Unique
`NO2` has unique values	Unique
`SO2` has unique values	Unique
`Humidity` has unique values	Unique
`HospitalAdmissions` has 772 (13.3%) zeros	Zeros

Reproduction

Analysis started	2024-07-29 15:11:48.147749
Analysis finished	2024-07-29 15:12:09.315112
Duration	21.17 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

AQI
Real number (ℝ)

HIGH CORRELATION

Distinct	5810
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	248.43848

Minimum	0.0058173775
Maximum	499.85883
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.0058173775
5-th percentile	25.439463
Q1	122.95129
median	249.12784
Q3	373.63066
95-th percentile	475.71866
Maximum	499.85883
Range	499.853
Interquartile range (IQR)	250.67937

Descriptive statistics

Standard deviation	144.77763
Coefficient of variation (CV)	0.58275045
Kurtosis	-1.2066586
Mean	248.43848
Median Absolute Deviation (MAD)	125.45379
Skewness	0.010608134
Sum	1443676
Variance	20960.564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365.74823	2	< 0.1%
187.2700653	1	< 0.1%
35.05406952	1	< 0.1%
278.5202637	1	< 0.1%
439.6651001	1	< 0.1%
84.10182953	1	< 0.1%
209.5914307	1	< 0.1%
20.95760918	1	< 0.1%
413.651062	1	< 0.1%
78.40634918	1	< 0.1%
Other values (5800)	5800	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005817377474	1	< 0.1%
0.01535942312	1	< 0.1%
0.06734650582	1	< 0.1%
0.1135191098	1	< 0.1%
0.2989694178	1	< 0.1%
0.3266953826	1	< 0.1%
0.4717076421	1	< 0.1%
0.5560470819	1	< 0.1%
0.6768128872	1	< 0.1%
0.7369110584	1	< 0.1%

Value	Count	Frequency (%)
499.8588257	1	< 0.1%
499.7788391	1	< 0.1%
499.7068481	1	< 0.1%
499.6751404	1	< 0.1%
499.4463196	1	< 0.1%
499.3964539	1	< 0.1%
499.1737671	1	< 0.1%
498.967041	1	< 0.1%
498.9104309	1	< 0.1%
498.8746948	1	< 0.1%

PM10
Real number (ℝ)

UNIQUE

Distinct	5811
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.655

Minimum	0.01584808
Maximum	299.90195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.01584808
5-th percentile	14.747903
Q1	75.374954
median	147.63499
Q3	222.43676
95-th percentile	283.01782
Maximum	299.90195
Range	299.88611
Interquartile range (IQR)	147.06181

Descriptive statistics

Standard deviation	85.698502
Coefficient of variation (CV)	0.57649257
Kurtosis	-1.17477
Mean	148.655
Median Absolute Deviation (MAD)	73.473175
Skewness	0.019243203
Sum	863834.19
Variance	7344.2329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
295.8530273	1	< 0.1%
118.0058517	1	< 0.1%
290.1639709	1	< 0.1%
250.6712189	1	< 0.1%
114.9304276	1	< 0.1%
89.41275787	1	< 0.1%
85.65752411	1	< 0.1%
135.1747437	1	< 0.1%
166.1825256	1	< 0.1%
245.9604492	1	< 0.1%
Other values (5801)	5801	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0158480797	1	< 0.1%
0.0722623542	1	< 0.1%
0.07230140269	1	< 0.1%
0.0728803277	1	< 0.1%
0.1204632074	1	< 0.1%
0.1230868325	1	< 0.1%
0.2150576115	1	< 0.1%
0.2368533313	1	< 0.1%
0.2717505693	1	< 0.1%
0.282912761	1	< 0.1%

Value	Count	Frequency (%)
299.901947	1	< 0.1%
299.8515625	1	< 0.1%
299.8381958	1	< 0.1%
299.8005371	1	< 0.1%
299.7621765	1	< 0.1%
299.6714172	1	< 0.1%
299.5852051	1	< 0.1%
299.5682373	1	< 0.1%
299.5680847	1	< 0.1%
299.5263672	1	< 0.1%

PM2_5
Real number (ℝ)

Distinct	5809
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.22371

Minimum	0.031548917
Maximum	199.98497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.031548917
5-th percentile	9.6684237
Q1	49.435171
median	100.50634
Q3	151.34026
95-th percentile	190.81539
Maximum	199.98497
Range	199.95341
Interquartile range (IQR)	101.90508

Descriptive statistics

Standard deviation	58.096615
Coefficient of variation (CV)	0.57966935
Kurtosis	-1.205647
Mean	100.22371
Median Absolute Deviation (MAD)	50.931225
Skewness	-0.0028343343
Sum	582400
Variance	3375.2166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166.4451599	2	< 0.1%
138.6851654	2	< 0.1%
13.03856087	1	< 0.1%
132.5606232	1	< 0.1%
72.87365723	1	< 0.1%
137.6818695	1	< 0.1%
192.120163	1	< 0.1%
171.2488098	1	< 0.1%
11.61266804	1	< 0.1%
5.290901184	1	< 0.1%
Other values (5799)	5799	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03154891729	1	< 0.1%
0.05049089715	1	< 0.1%
0.06194638461	1	< 0.1%
0.06603185087	1	< 0.1%
0.1108369157	1	< 0.1%
0.1707394868	1	< 0.1%
0.2291901261	1	< 0.1%
0.2407227755	1	< 0.1%
0.2639738023	1	< 0.1%
0.2667278945	1	< 0.1%

Value	Count	Frequency (%)
199.9849701	1	< 0.1%
199.9610291	1	< 0.1%
199.8918152	1	< 0.1%
199.8299103	1	< 0.1%
199.7689667	1	< 0.1%
199.75	1	< 0.1%
199.7397003	1	< 0.1%
199.7295837	1	< 0.1%
199.72229	1	< 0.1%
199.6613922	1	< 0.1%

NO2
Real number (ℝ)

UNIQUE

Distinct	5811
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.29345

Minimum	0.0096247792
Maximum	199.98019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.0096247792
5-th percentile	10.842656
Q1	53.538538
median	102.98774
Q3	151.65852
95-th percentile	190.59554
Maximum	199.98019
Range	199.97057
Interquartile range (IQR)	98.119978

Descriptive statistics

Standard deviation	57.713173
Coefficient of variation (CV)	0.56419229
Kurtosis	-1.1887739
Mean	102.29345
Median Absolute Deviation (MAD)	49.118706
Skewness	-0.053588707
Sum	594427.21
Variance	3330.8103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.639263153	1	< 0.1%
122.579689	1	< 0.1%
197.8729248	1	< 0.1%
174.9940338	1	< 0.1%
110.4820938	1	< 0.1%
163.8795624	1	< 0.1%
189.5725555	1	< 0.1%
24.94475365	1	< 0.1%
24.050354	1	< 0.1%
159.9357605	1	< 0.1%
Other values (5801)	5801	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.009624779224	1	< 0.1%
0.06141500548	1	< 0.1%
0.1019978002	1	< 0.1%
0.1223270297	1	< 0.1%
0.1983729005	1	< 0.1%
0.1997984499	1	< 0.1%
0.2486877739	1	< 0.1%
0.4161278307	1	< 0.1%
0.4990907311	1	< 0.1%
0.5043523312	1	< 0.1%

Value	Count	Frequency (%)
199.9801941	1	< 0.1%
199.9742889	1	< 0.1%
199.9312592	1	< 0.1%
199.8598938	1	< 0.1%
199.7885895	1	< 0.1%
199.765213	1	< 0.1%
199.7388458	1	< 0.1%
199.7307892	1	< 0.1%
199.7050171	1	< 0.1%
199.6503601	1	< 0.1%

SO2
Real number (ℝ)

UNIQUE

Distinct	5811
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.456838

Minimum	0.011023181
Maximum	99.969559
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.011023181
5-th percentile	5.2050974
Q1	24.887263
median	49.530167
Q3	73.346615
95-th percentile	94.994556
Maximum	99.969559
Range	99.958534
Interquartile range (IQR)	48.459352

Descriptive statistics

Standard deviation	28.530329
Coefficient of variation (CV)	0.57687329
Kurtosis	-1.1687771
Mean	49.456838
Median Absolute Deviation (MAD)	24.24494
Skewness	0.025573891
Sum	287393.69
Variance	813.97968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.16114807	1	< 0.1%
47.82720566	1	< 0.1%
76.72885895	1	< 0.1%
33.39563751	1	< 0.1%
15.89074802	1	< 0.1%
40.65991592	1	< 0.1%
83.08462524	1	< 0.1%
90.41404724	1	< 0.1%
90.91742706	1	< 0.1%
85.95923615	1	< 0.1%
Other values (5801)	5801	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01102318056	1	< 0.1%
0.01251387596	1	< 0.1%
0.01948623359	1	< 0.1%
0.02408839948	1	< 0.1%
0.02452905104	1	< 0.1%
0.1091541052	1	< 0.1%
0.1242878661	1	< 0.1%
0.1447220594	1	< 0.1%
0.1450316608	1	< 0.1%
0.1652488112	1	< 0.1%

Value	Count	Frequency (%)
99.96955872	1	< 0.1%
99.95983887	1	< 0.1%
99.95088196	1	< 0.1%
99.9450531	1	< 0.1%
99.9410553	1	< 0.1%
99.92765045	1	< 0.1%
99.91370392	1	< 0.1%
99.89337158	1	< 0.1%
99.87928772	1	< 0.1%
99.84169769	1	< 0.1%

O3
Real number (ℝ)

Distinct	5808
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	149.31243

Minimum	0.0016610028
Maximum	299.9368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.0016610028
5-th percentile	15.164336
Q1	73.999664
median	149.55988
Q3	223.38013
95-th percentile	284.47057
Maximum	299.9368
Range	299.93515
Interquartile range (IQR)	149.38046

Descriptive statistics

Standard deviation	86.534241
Coefficient of variation (CV)	0.57955148
Kurtosis	-1.2061068
Mean	149.31243
Median Absolute Deviation (MAD)	74.930466
Skewness	0.01118201
Sum	867654.53
Variance	7488.1748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
282.354126	2	< 0.1%
269.1383362	2	< 0.1%
172.68927	2	< 0.1%
265.5737305	1	< 0.1%
247.3733826	1	< 0.1%
214.9118958	1	< 0.1%
131.9894257	1	< 0.1%
191.1349792	1	< 0.1%
288.5057983	1	< 0.1%
170.5977631	1	< 0.1%
Other values (5798)	5798	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001661002752	1	< 0.1%
0.02024929412	1	< 0.1%
0.02927086875	1	< 0.1%
0.1033103988	1	< 0.1%
0.119907774	1	< 0.1%
0.2443851978	1	< 0.1%
0.3081415892	1	< 0.1%
0.3750382662	1	< 0.1%
0.4394979179	1	< 0.1%
0.4571681619	1	< 0.1%

Value	Count	Frequency (%)
299.9367981	1	< 0.1%
299.9196167	1	< 0.1%
299.9091492	1	< 0.1%
299.690918	1	< 0.1%
299.6448975	1	< 0.1%
299.6341248	1	< 0.1%
299.6017761	1	< 0.1%
299.5828857	1	< 0.1%
299.5488892	1	< 0.1%
299.5338745	1	< 0.1%

Temperature
Real number (ℝ)

Distinct	5810
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.9755

Minimum	-9.9909983
Maximum	39.963436
Zeros	0
Zeros (%)	0.0%
Negative	1152
Negative (%)	19.8%
Memory size	22.8 KiB

Quantile statistics

Minimum	-9.9909983
5-th percentile	-7.6434305
Q1	2.4814998
median	14.942428
Q3	27.465374
95-th percentile	37.530075
Maximum	39.963436
Range	49.954433
Interquartile range (IQR)	24.983874

Descriptive statistics

Standard deviation	14.483068
Coefficient of variation (CV)	0.96711749
Kurtosis	-1.2030932
Mean	14.9755
Median Absolute Deviation (MAD)	12.511754
Skewness	0.004898516
Sum	87022.628
Variance	209.75925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.26694489	2	< 0.1%
5.150334835	1	< 0.1%
10.71632195	1	< 0.1%
8.951398849	1	< 0.1%
0.8533828855	1	< 0.1%
35.8188591	1	< 0.1%
-7.174813747	1	< 0.1%
4.633405209	1	< 0.1%
36.04862213	1	< 0.1%
15.22699451	1	< 0.1%
Other values (5800)	5800	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.990998268	1	< 0.1%
-9.970262527	1	< 0.1%
-9.967556953	1	< 0.1%
-9.965476036	1	< 0.1%
-9.955913544	1	< 0.1%
-9.938031197	1	< 0.1%
-9.935206413	1	< 0.1%
-9.931903839	1	< 0.1%
-9.930357933	1	< 0.1%
-9.920458794	1	< 0.1%

Value	Count	Frequency (%)
39.96343613	1	< 0.1%
39.9620285	1	< 0.1%
39.9589386	1	< 0.1%
39.95412827	1	< 0.1%
39.9418869	1	< 0.1%
39.93747711	1	< 0.1%
39.93000412	1	< 0.1%
39.92369461	1	< 0.1%
39.91173553	1	< 0.1%
39.90759277	1	< 0.1%

Humidity
Real number (ℝ)

UNIQUE

Distinct	5811
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.776853

Minimum	10.001506
Maximum	99.99749
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	10.001506
5-th percentile	14.752562
Q1	31.995261
median	54.543903
Q3	77.64164
95-th percentile	95.42519
Maximum	99.99749
Range	89.995987
Interquartile range (IQR)	45.646379

Descriptive statistics

Standard deviation	26.020786
Coefficient of variation (CV)	0.47503252
Kurtosis	-1.209155
Mean	54.776853
Median Absolute Deviation (MAD)	22.827192
Skewness	0.023062775
Sum	318308.29
Variance	677.0813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.42434692	1	< 0.1%
22.21188354	1	< 0.1%
89.72063446	1	< 0.1%
70.17338562	1	< 0.1%
19.16438293	1	< 0.1%
92.37653351	1	< 0.1%
54.5261879	1	< 0.1%
86.60997772	1	< 0.1%
40.4581604	1	< 0.1%
58.58655167	1	< 0.1%
Other values (5801)	5801	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.00150585	1	< 0.1%
10.00842381	1	< 0.1%
10.05516052	1	< 0.1%
10.1298027	1	< 0.1%
10.13000202	1	< 0.1%
10.15334415	1	< 0.1%
10.16598892	1	< 0.1%
10.16685581	1	< 0.1%
10.16770458	1	< 0.1%
10.18140125	1	< 0.1%

Value	Count	Frequency (%)
99.99748993	1	< 0.1%
99.99015045	1	< 0.1%
99.98413849	1	< 0.1%
99.92414093	1	< 0.1%
99.91989899	1	< 0.1%
99.90353394	1	< 0.1%
99.88817596	1	< 0.1%
99.86263275	1	< 0.1%
99.85700989	1	< 0.1%
99.84602356	1	< 0.1%

WindSpeed
Real number (ℝ)

Distinct	5810
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9891773

Minimum	0.0020942159
Maximum	19.99914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0.0020942159
5-th percentile	0.92997858
Q1	4.9523432
median	10.051742
Q3	14.97184
95-th percentile	18.91118
Maximum	19.99914
Range	19.997046
Interquartile range (IQR)	10.019497

Descriptive statistics

Standard deviation	5.7769499
Coefficient of variation (CV)	0.57832089
Kurtosis	-1.2130239
Mean	9.9891773
Median Absolute Deviation (MAD)	5.0089517
Skewness	-0.011077888
Sum	58047.11
Variance	33.37315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.02639389	2	< 0.1%
6.137755394	1	< 0.1%
8.176369667	1	< 0.1%
17.23000145	1	< 0.1%
3.692422628	1	< 0.1%
12.7224102	1	< 0.1%
10.03281689	1	< 0.1%
15.75815296	1	< 0.1%
8.116394043	1	< 0.1%
10.28820324	1	< 0.1%
Other values (5800)	5800	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002094215946	1	< 0.1%
0.00622025039	1	< 0.1%
0.007748259231	1	< 0.1%
0.009946300648	1	< 0.1%
0.01054170076	1	< 0.1%
0.01055687387	1	< 0.1%
0.01118187793	1	< 0.1%
0.01148023363	1	< 0.1%
0.01244941168	1	< 0.1%
0.01256385818	1	< 0.1%

Value	Count	Frequency (%)
19.99913979	1	< 0.1%
19.99682617	1	< 0.1%
19.99518394	1	< 0.1%
19.99344635	1	< 0.1%
19.98798752	1	< 0.1%
19.98325157	1	< 0.1%
19.97122192	1	< 0.1%
19.96693611	1	< 0.1%
19.96232605	1	< 0.1%
19.96064568	1	< 0.1%

RespiratoryCases
Real number (ℝ)

Distinct	23
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9741869

Minimum	1
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	15
Maximum	23
Range	22
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.1292339
Coefficient of variation (CV)	0.31373323
Kurtosis	0.09532086
Mean	9.9741869
Median Absolute Deviation (MAD)	2
Skewness	0.25586575
Sum	57960
Variance	9.7921047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
9	762	13.1%
10	751	12.9%
11	679	11.7%
8	634	10.9%
12	560	9.6%
7	475	8.2%
13	435	7.5%
6	351	6.0%
14	295	5.1%
5	238	4.1%
Other values (13)	631	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	0.1%
2	16	0.3%
3	48	0.8%
4	114	2.0%
5	238	4.1%
6	351	6.0%
7	475	8.2%
8	634	10.9%
9	762	13.1%
10	751	12.9%

Value	Count	Frequency (%)
23	1	< 0.1%
22	1	< 0.1%
21	4	0.1%
20	11	0.2%
19	21	0.4%
18	41	0.7%
17	72	1.2%
16	109	1.9%
15	189	3.3%
14	295	5.1%

CardiovascularCases
Real number (ℝ)

Distinct	15
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9889864

Minimum	0
Maximum	14
Zeros	39
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	14
Range	14
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2167915
Coefficient of variation (CV)	0.44433704
Kurtosis	0.23011702
Mean	4.9889864
Median Absolute Deviation (MAD)	1
Skewness	0.44566381
Sum	28991
Variance	4.9141644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
4	1062	18.3%
5	1033	17.8%
6	864	14.9%
3	813	14.0%
7	577	9.9%
2	448	7.7%
8	376	6.5%
1	210	3.6%
9	208	3.6%
10	107	1.8%
Other values (5)	113	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	0.7%
1	210	3.6%
2	448	7.7%
3	813	14.0%
4	1062	18.3%
5	1033	17.8%
6	864	14.9%
7	577	9.9%
8	376	6.5%
9	208	3.6%

Value	Count	Frequency (%)
14	6	0.1%
13	7	0.1%
12	14	0.2%
11	47	0.8%
10	107	1.8%
9	208	3.6%
8	376	6.5%
7	577	9.9%
6	864	14.9%
5	1033	17.8%

HospitalAdmissions
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0010325

Minimum	0
Maximum	12
Zeros	772
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3987943
Coefficient of variation (CV)	0.69903625
Kurtosis	0.77095992
Mean	2.0010325
Median Absolute Deviation (MAD)	1
Skewness	0.71532325
Sum	11628
Variance	1.9566254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	1615	27.8%
1	1552	26.7%
3	1041	17.9%
0	772	13.3%
4	561	9.7%
5	179	3.1%
6	60	1.0%
7	28	0.5%
8	2	< 0.1%
12	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	772	13.3%
1	1552	26.7%
2	1615	27.8%
3	1041	17.9%
4	561	9.7%
5	179	3.1%
6	60	1.0%
7	28	0.5%
8	2	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
12	1	< 0.1%
8	2	< 0.1%
7	28	0.5%
6	60	1.0%
5	179	3.1%
4	561	9.7%
3	1041	17.9%
2	1615	27.8%
1	1552	26.7%
0	772	13.3%

HealthImpactScore
Real number (ℝ)

HIGH CORRELATION

Distinct	1528
Distinct (%)	26.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.785223

Minimum	22.448488
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	22.448488
5-th percentile	61.621037
Q1	98.203056
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	77.551514
Interquartile range (IQR)	1.7969437

Descriptive statistics

Standard deviation	13.318905
Coefficient of variation (CV)	0.14201496
Kurtosis	5.0490422
Mean	93.785223
Median Absolute Deviation (MAD)	0
Skewness	-2.3507092
Sum	544985.93
Variance	177.39322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	4284	73.7%
76.95124817	1	< 0.1%
96.69551086	1	< 0.1%
75.65791321	1	< 0.1%
92.38387299	1	< 0.1%
91.03609467	1	< 0.1%
98.74639893	1	< 0.1%
72.44568634	1	< 0.1%
99.26220703	1	< 0.1%
67.97135162	1	< 0.1%
Other values (1518)	1518	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.44848824	1	< 0.1%
24.5252037	1	< 0.1%
25.50210571	1	< 0.1%
25.97425461	1	< 0.1%
28.20787048	1	< 0.1%
29.12572479	1	< 0.1%
30.07531166	1	< 0.1%
30.36044502	1	< 0.1%
30.39922142	1	< 0.1%
30.47636223	1	< 0.1%

Value	Count	Frequency (%)
100	4284	73.7%
99.98575592	1	< 0.1%
99.98537445	1	< 0.1%
99.9108963	1	< 0.1%
99.78769684	1	< 0.1%
99.78636932	1	< 0.1%
99.73162079	1	< 0.1%
99.71383667	1	< 0.1%
99.6671524	1	< 0.1%
99.63839722	1	< 0.1%

HealthImpactClass
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	45.5 KiB

0.0	4808
1.0	579
2.0	273
3.0	95
4.0	56

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	17433
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	4808	82.7%
1.0	579	10.0%
2.0	273	4.7%
3.0	95	1.6%
4.0	56	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	4808	82.7%
1.0	579	10.0%
2.0	273	4.7%
3.0	95	1.6%
4.0	56	1.0%

Most occurring characters

Value	Count	Frequency (%)
0	10619	60.9%
.	5811	33.3%
1	579	3.3%
2	273	1.6%
3	95	0.5%
4	56	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11622	66.7%
Other Punctuation	5811	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10619	91.4%
1	579	5.0%
2	273	2.3%
3	95	0.8%
4	56	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	5811	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17433	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10619	60.9%
.	5811	33.3%
1	579	3.3%
2	273	1.6%
3	95	0.5%
4	56	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17433	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10619	60.9%
.	5811	33.3%
1	579	3.3%
2	273	1.6%
3	95	0.5%
4	56	0.3%

Auto

Heatmap
Table

	AQI	CardiovascularCases	HealthImpactClass	HealthImpactScore	HospitalAdmissions	Humidity	NO2	O3	PM10	PM2_5	RespiratoryCases	SO2	Temperature	WindSpeed
AQI	1.000	0.010	0.318	0.716	-0.012	-0.004	0.008	0.002	0.023	0.006	0.008	-0.007	0.004	-0.019
CardiovascularCases	0.010	1.000	0.000	0.003	-0.039	-0.025	-0.007	0.003	0.017	0.021	-0.007	-0.006	0.007	0.001
HealthImpactClass	0.318	0.000	1.000	-0.661	0.022	0.001	-0.100	-0.122	-0.133	-0.168	-0.016	-0.016	0.007	0.009
HealthImpactScore	0.716	0.003	-0.661	1.000	-0.030	-0.005	0.104	0.143	0.160	0.180	0.015	0.009	-0.011	-0.027
HospitalAdmissions	-0.012	-0.039	0.022	-0.030	1.000	-0.007	-0.002	-0.012	-0.011	-0.029	0.005	-0.011	0.008	-0.007
Humidity	-0.004	-0.025	0.001	-0.005	-0.007	1.000	-0.011	0.004	-0.017	0.006	0.008	0.001	-0.000	0.021
NO2	0.008	-0.007	-0.100	0.104	-0.002	-0.011	1.000	-0.015	0.008	0.005	0.021	-0.020	0.007	-0.002
O3	0.002	0.003	-0.122	0.143	-0.012	0.004	-0.015	1.000	-0.004	0.006	-0.006	-0.004	-0.001	-0.003
PM10	0.023	0.017	-0.133	0.160	-0.011	-0.017	0.008	-0.004	1.000	-0.013	-0.008	-0.007	-0.017	-0.019
PM2_5	0.006	0.021	-0.168	0.180	-0.029	0.006	0.005	0.006	-0.013	1.000	0.026	0.016	-0.002	0.009
RespiratoryCases	0.008	-0.007	-0.016	0.015	0.005	0.008	0.021	-0.006	-0.008	0.026	1.000	0.012	0.008	-0.008
SO2	-0.007	-0.006	-0.016	0.009	-0.011	0.001	-0.020	-0.004	-0.007	0.016	0.012	1.000	-0.023	-0.002
Temperature	0.004	0.007	0.007	-0.011	0.008	-0.000	0.007	-0.001	-0.017	-0.002	0.008	-0.023	1.000	0.001
WindSpeed	-0.019	0.001	0.009	-0.027	-0.007	0.021	-0.002	-0.003	-0.019	0.009	-0.008	-0.002	0.001	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	AQI	PM10	PM2_5	NO2	SO2	O3	Temperature	Humidity	WindSpeed	RespiratoryCases	CardiovascularCases	HospitalAdmissions	HealthImpactScore	HealthImpactClass
0	187.270065	295.853027	13.038561	6.639263	66.161148	54.624279	5.150335	84.424347	6.137755	7	5	1	97.244041	0.0
1	475.357147	246.254700	9.984497	16.318327	90.499519	169.621735	1.543378	46.851414	4.521421	10	2	0	100.000000	0.0
2	365.996979	84.443192	23.111340	96.317810	17.875851	9.006794	1.169483	17.806976	11.157384	13	3	0	100.000000	0.0
3	299.329254	21.020609	14.273403	81.234406	48.323616	93.161034	21.925276	99.473373	15.302500	8	8	1	100.000000	0.0
4	78.009323	16.987667	152.111618	121.235458	90.866165	241.795135	9.217517	24.906837	14.534734	9	0	1	95.182640	0.0
5	77.997261	36.113445	97.113243	87.769562	32.261208	136.999710	-1.441781	32.635902	4.675127	13	5	2	70.361488	1.0
6	29.041805	174.230576	68.578415	186.815369	96.766418	44.982395	34.378593	24.679304	6.610047	10	2	2	65.819946	1.0
7	433.088074	278.629028	83.673782	106.947945	9.707749	131.566010	33.707436	40.373158	17.376644	11	8	1	100.000000	0.0
8	300.557495	149.023026	185.789352	138.745209	90.267120	59.409878	33.123146	36.035213	14.464875	8	6	4	100.000000	0.0
9	354.036285	252.883652	182.150360	179.297058	44.521214	117.957436	9.537247	64.099205	14.253878	13	5	1	100.000000	0.0

	AQI	PM10	PM2_5	NO2	SO2	O3	Temperature	Humidity	WindSpeed	RespiratoryCases	CardiovascularCases	HospitalAdmissions	HealthImpactScore	HealthImpactClass
5801	50.077499	61.953949	195.157867	160.775269	20.680487	200.071152	16.191763	95.704651	7.372460	7	5	0	96.190674	0.0
5802	135.858795	290.946228	74.238594	64.097931	34.131260	167.559235	-1.898692	60.633877	1.748650	8	7	0	100.000000	3.0
5803	407.977905	7.501234	4.512330	91.653099	22.857208	164.690933	26.798660	49.826202	19.176825	14	6	2	100.000000	3.0
5804	189.157806	235.734650	29.528698	144.257111	62.544201	153.249039	18.014042	42.360855	15.025267	9	3	1	100.000000	3.0
5805	44.198483	96.410988	5.267740	86.670242	3.955073	283.165466	11.995373	34.124317	12.414963	13	4	1	59.915001	1.0
5806	171.112762	11.246387	197.984634	158.643112	17.743679	280.370911	37.359322	61.707642	4.097129	14	5	2	100.000000	4.0
5807	490.691681	275.340759	55.774170	132.336868	29.334724	108.043495	34.532543	21.528555	6.682549	8	6	2	100.000000	3.0
5808	314.841797	41.892700	184.708557	82.105820	68.334579	105.568504	22.975563	92.725624	2.889698	12	2	3	100.000000	1.0
5809	208.080475	165.533783	199.177261	100.796387	87.586487	166.469543	36.090622	25.836287	10.722392	6	2	3	100.000000	4.0
5810	83.269257	82.216263	119.968246	193.440689	79.849174	28.681885	18.239090	77.096191	16.410320	14	2	2	81.668297	0.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample